Profiling Report

Dataset statistics

Number of variables	21
Number of observations	344878
Missing cells	142524
Missing cells (%)	2.0%
Duplicate rows	122
Duplicate rows (%)	< 0.1%
Total size in memory	53.0 MiB
Average record size in memory	161.0 B

Variable types

Boolean	2
Numeric	16
Categorical	3

Alerts

Dataset has 122 (< 0.1%) duplicate rows	Duplicates
`LanguageCode` is highly overall correlated with `Gender` and 1 other fields	High correlation
`UseOfLoan` is highly overall correlated with `MaritalStatus` and 3 other fields	High correlation
`MaritalStatus` is highly overall correlated with `UseOfLoan` and 2 other fields	High correlation
`EmploymentStatus` is highly overall correlated with `UseOfLoan` and 2 other fields	High correlation
`OccupationArea` is highly overall correlated with `UseOfLoan` and 2 other fields	High correlation
`ExistingLiabilities` is highly overall correlated with `LiabilitiesTotal` and 1 other fields	High correlation
`LiabilitiesTotal` is highly overall correlated with `ExistingLiabilities`	High correlation
`NoOfPreviousLoansBeforeLoan` is highly overall correlated with `ExistingLiabilities` and 2 other fields	High correlation
`AmountOfPreviousLoansBeforeLoan` is highly overall correlated with `NoOfPreviousLoansBeforeLoan` and 1 other fields	High correlation
`PreviousRepaymentsBeforeLoan` is highly overall correlated with `NoOfPreviousLoansBeforeLoan` and 1 other fields	High correlation
`Gender` is highly overall correlated with `LanguageCode` and 1 other fields	High correlation
`Country` is highly overall correlated with `LanguageCode` and 1 other fields	High correlation
`EmploymentDurationCurrentEmployer` is highly overall correlated with `UseOfLoan`	High correlation
`EmploymentDurationCurrentEmployer` has 8639 (2.5%) missing values	Missing
`PreviousRepaymentsBeforeLoan` has 131766 (38.2%) missing values	Missing
`IncomeTotal` is highly skewed (γ1 = 63.91325769)	Skewed
`LiabilitiesTotal` is highly skewed (γ1 = 583.7806183)	Skewed
`UseOfLoan` has 6914 (2.0%) zeros	Zeros
`ExistingLiabilities` has 71958 (20.9%) zeros	Zeros
`LiabilitiesTotal` has 74797 (21.7%) zeros	Zeros
`NoOfPreviousLoansBeforeLoan` has 152481 (44.2%) zeros	Zeros
`AmountOfPreviousLoansBeforeLoan` has 152475 (44.2%) zeros	Zeros
`PreviousRepaymentsBeforeLoan` has 30663 (8.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 11:08:20.853614
Analysis finished	2023-12-10 11:10:32.553862
Duration	2 minutes and 11.7 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

NewCreditCustomer
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.9 KiB

True	184798
False	160080

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	184798	53.6%
False	160080	46.4%

ApplicationSignedWeekday
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9696037

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7978521
Coefficient of variation (CV)	0.45290468
Kurtosis	-1.0916083
Mean	3.9696037
Median Absolute Deviation (MAD)	2
Skewness	0.042800901
Sum	1369029
Variance	3.2322722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	61463	17.8%
2	57392	16.6%
5	56285	16.3%
4	54607	15.8%
6	53688	15.6%
7	31072	9.0%
1	30371	8.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	30371	8.8%
2	57392	16.6%
3	61463	17.8%
4	54607	15.8%
5	56285	16.3%
6	53688	15.6%
7	31072	9.0%

Value	Count	Frequency (%)
7	31072	9.0%
6	53688	15.6%
5	56285	16.3%
4	54607	15.8%
3	61463	17.8%
2	57392	16.6%
1	30371	8.8%

LanguageCode
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1655542

Minimum	1
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	4
Q3	4
95-th percentile	6
Maximum	22
Range	21
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.5203156
Coefficient of variation (CV)	0.79616884
Kurtosis	19.571625
Mean	3.1655542
Median Absolute Deviation (MAD)	1
Skewness	3.4499632
Sum	1091730
Variance	6.3519908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
4	141727	41.1%
1	127073	36.8%
3	36135	10.5%
6	30977	9.0%
19	4897	1.4%
2	3753	1.1%
9	296	0.1%
22	7	< 0.1%
5	5	< 0.1%
8	3	< 0.1%
Other values (5)	5	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	127073	36.8%
2	3753	1.1%
3	36135	10.5%
4	141727	41.1%
5	5	< 0.1%
6	30977	9.0%
7	1	< 0.1%
8	3	< 0.1%
9	296	0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
22	7	< 0.1%
21	1	< 0.1%
19	4897	1.4%
15	1	< 0.1%
13	1	< 0.1%
10	1	< 0.1%
9	296	0.1%
8	3	< 0.1%
7	1	< 0.1%
6	30977	9.0%

Age
Real number (ℝ)

Distinct	62
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.402102

Minimum	0
Maximum	77
Zeros	48
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	23
Q1	31
median	39
Q3	49
95-th percentile	63
Maximum	77
Range	77
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	12.21077
Coefficient of variation (CV)	0.30223106
Kurtosis	-0.67930022
Mean	40.402102
Median Absolute Deviation (MAD)	9
Skewness	0.36545022
Sum	13933796
Variance	149.1029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33	10773	3.1%
32	10685	3.1%
34	10685	3.1%
35	10617	3.1%
31	10538	3.1%
38	10471	3.0%
37	10454	3.0%
30	10396	3.0%
36	10227	3.0%
39	9838	2.9%
Other values (52)	240194	69.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	< 0.1%
1	2	< 0.1%
2	3	< 0.1%
18	1099	0.3%
19	1549	0.4%
20	2274	0.7%
21	5778	1.7%
22	6379	1.8%
23	6554	1.9%
24	6811	2.0%

Value	Count	Frequency (%)
77	3	< 0.1%
76	1	< 0.1%
75	3	< 0.1%
74	1	< 0.1%
72	3	< 0.1%
71	2	< 0.1%
70	1245	0.4%
69	1591	0.5%
68	1829	0.5%
67	2064	0.6%

Gender
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	45
Missing (%)	< 0.1%
Memory size	2.6 MiB

0.0	194810
1.0	133313
2.0	16710

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1034499
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	194810	56.5%
1.0	133313	38.7%
2.0	16710	4.8%
(Missing)	45	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	194810	56.5%
1.0	133313	38.7%
2.0	16710	4.8%

Most occurring characters

Value	Count	Frequency (%)
0	539643	52.2%
.	344833	33.3%
1	133313	12.9%
2	16710	1.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	689666	66.7%
Other Punctuation	344833	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	539643	78.2%
1	133313	19.3%
2	16710	2.4%

Other Punctuation

Value	Count	Frequency (%)
.	344833	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1034499	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	539643	52.2%
.	344833	33.3%
1	133313	12.9%
2	16710	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1034499	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	539643	52.2%
.	344833	33.3%
1	133313	12.9%
2	16710	1.6%

Country
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.6 MiB

EE	164671
FI	143804
ES	31111
NL	4996
SK	296

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	689756
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EE
2nd row	FI
3rd row	EE
4th row	FI
5th row	EE

Common Values

Value	Count	Frequency (%)
EE	164671	47.7%
FI	143804	41.7%
ES	31111	9.0%
NL	4996	1.4%
SK	296	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ee	164671	47.7%
fi	143804	41.7%
es	31111	9.0%
nl	4996	1.4%
sk	296	0.1%

Most occurring characters

Value	Count	Frequency (%)
E	360453	52.3%
F	143804	20.8%
I	143804	20.8%
S	31407	4.6%
N	4996	0.7%
L	4996	0.7%
K	296	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	689756	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	360453	52.3%
F	143804	20.8%
I	143804	20.8%
S	31407	4.6%
N	4996	0.7%
L	4996	0.7%
K	296	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	689756	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	360453	52.3%
F	143804	20.8%
I	143804	20.8%
S	31407	4.6%
N	4996	0.7%
L	4996	0.7%
K	296	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	689756	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	360453	52.3%
F	143804	20.8%
I	143804	20.8%
S	31407	4.6%
N	4996	0.7%
L	4996	0.7%
K	296	< 0.1%

AppliedAmount
Real number (ℝ)

Distinct	2460
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2690.9917

Minimum	10
Maximum	15948
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.6 MiB

Quantile statistics

Minimum	10
5-th percentile	518
Q1	850
median	2126
Q3	4146
95-th percentile	6911
Maximum	15948
Range	15938
Interquartile range (IQR)	3296

Descriptive statistics

Standard deviation	2145.4524
Coefficient of variation (CV)	0.79727201
Kurtosis	2.2005165
Mean	2690.9917
Median Absolute Deviation (MAD)	1595
Skewness	1.3225527
Sum	9.2806383 × 10⁸
Variance	4602965.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4150	27738	8.0%
530	20389	5.9%
4146	20053	5.8%
531	19456	5.6%
518	15991	4.6%
2126	13399	3.9%
2125	9312	2.7%
4253	7028	2.0%
4250	6569	1.9%
1063	6535	1.9%
Other values (2450)	198408	57.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
31.9558	29	< 0.1%
38.347	6	< 0.1%
44.7382	10	< 0.1%
51.1293	17	< 0.1%
57.5205	11	< 0.1%
63.9116	59	< 0.1%
70.3028	9	< 0.1%
76.694	15	< 0.1%
83.0851	10	< 0.1%

Value	Count	Frequency (%)
15948	2	< 0.1%
12994	1	< 0.1%
12971	1	< 0.1%
12385	1	< 0.1%
12333	1	< 0.1%
12266	1	< 0.1%
12173	1	< 0.1%
12163	1	< 0.1%
12031	1	< 0.1%
11992	2	< 0.1%

UseOfLoan
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.4760263

Minimum	-1
Maximum	110
Zeros	6914
Zeros (%)	2.0%
Negative	308290
Negative (%)	89.4%
Memory size	2.6 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	4
Maximum	110
Range	111
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.1698677
Coefficient of variation (CV)	-4.5582937
Kurtosis	869.90627
Mean	-0.4760263
Median Absolute Deviation (MAD)	0
Skewness	19.579154
Sum	-164171
Variance	4.7083258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
-1	308290	89.4%
7	9700	2.8%
2	9191	2.7%
0	6914	2.0%
6	3151	0.9%
3	1952	0.6%
5	1787	0.5%
8	1519	0.4%
4	1366	0.4%
1	955	0.3%
Other values (7)	53	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	308290	89.4%
0	6914	2.0%
1	955	0.3%
2	9191	2.7%
3	1952	0.6%
4	1366	0.4%
5	1787	0.5%
6	3151	0.9%
7	9700	2.8%
8	1519	0.4%

Value	Count	Frequency (%)
110	17	< 0.1%
108	1	< 0.1%
107	2	< 0.1%
106	1	< 0.1%
104	6	< 0.1%
102	21	< 0.1%
101	5	< 0.1%
8	1519	0.4%
7	9700	2.8%
6	3151	0.9%

Education
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	50
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.4007853

Minimum	-1
Maximum	5
Zeros	8
Zeros (%)	< 0.1%
Negative	8353
Negative (%)	2.4%
Memory size	2.6 MiB

Quantile statistics

Minimum	-1
5-th percentile	1
Q1	3
median	4
Q3	4
95-th percentile	5
Maximum	5
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.391508
Coefficient of variation (CV)	0.40917256
Kurtosis	0.9130464
Mean	3.4007853
Median Absolute Deviation (MAD)	1
Skewness	-1.0354739
Sum	1172686
Variance	1.9362946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	107264	31.1%
4	102708	29.8%
5	78869	22.9%
1	41182	11.9%
-1	8353	2.4%
2	6444	1.9%
0	8	< 0.1%
(Missing)	50	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	8353	2.4%
0	8	< 0.1%
1	41182	11.9%
2	6444	1.9%
3	107264	31.1%
4	102708	29.8%
5	78869	22.9%

Value	Count	Frequency (%)
5	78869	22.9%
4	102708	29.8%
3	107264	31.1%
2	6444	1.9%
1	41182	11.9%
0	8	< 0.1%
-1	8353	2.4%

MaritalStatus
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	50
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-0.65257172

Minimum	-1
Maximum	5
Zeros	8
Zeros (%)	< 0.1%
Negative	308290
Negative (%)	89.4%
Memory size	2.6 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	2
Maximum	5
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0641046
Coefficient of variation (CV)	-1.6306325
Kurtosis	8.2031437
Mean	-0.65257172
Median Absolute Deviation (MAD)	0
Skewness	3.0421078
Sum	-225025
Variance	1.1323187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
-1	308290	89.4%
3	12400	3.6%
1	10752	3.1%
2	9400	2.7%
4	3377	1.0%
5	601	0.2%
0	8	< 0.1%
(Missing)	50	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	308290	89.4%
0	8	< 0.1%
1	10752	3.1%
2	9400	2.7%
3	12400	3.6%
4	3377	1.0%
5	601	0.2%

Value	Count	Frequency (%)
5	601	0.2%
4	3377	1.0%
3	12400	3.6%
2	9400	2.7%
1	10752	3.1%
0	8	< 0.1%
-1	308290	89.4%

EmploymentStatus
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	202
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-0.55035744

Minimum	-1
Maximum	6
Zeros	32
Zeros (%)	< 0.1%
Negative	308290
Negative (%)	89.4%
Memory size	2.6 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	3
Maximum	6
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.335761
Coefficient of variation (CV)	-2.4270791
Kurtosis	6.6748452
Mean	-0.55035744
Median Absolute Deviation (MAD)	0
Skewness	2.810459
Sum	-189695
Variance	1.7842575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
-1	308290	89.4%
3	30060	8.7%
5	2007	0.6%
6	1800	0.5%
4	1303	0.4%
2	1184	0.3%
0	32	< 0.1%
(Missing)	202	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	308290	89.4%
0	32	< 0.1%
2	1184	0.3%
3	30060	8.7%
4	1303	0.4%
5	2007	0.6%
6	1800	0.5%

Value	Count	Frequency (%)
6	1800	0.5%
5	2007	0.6%
4	1303	0.4%
3	30060	8.7%
2	1184	0.3%
0	32	< 0.1%
-1	308290	89.4%

EmploymentDurationCurrentEmployer
Categorical

HIGH CORRELATION MISSING

Distinct	9
Distinct (%)	< 0.1%
Missing	8639
Missing (%)	2.5%
Memory size	2.6 MiB

MoreThan5Years	125529
UpTo5Years	89646
UpTo1Year	62373
Retiree	21325
Other	20975
Other values (4)	16391

Length

Max length	14
Median length	11
Mean length	10.807893
Min length	5

Characters and Unicode

Total characters	3634035
Distinct characters	24
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	UpTo5Years
2nd row	UpTo5Years
3rd row	MoreThan5Years
4th row	Other
5th row	UpTo5Years

Common Values

Value	Count	Frequency (%)
MoreThan5Years	125529	36.4%
UpTo5Years	89646	26.0%
UpTo1Year	62373	18.1%
Retiree	21325	6.2%
Other	20975	6.1%
UpTo2Years	6504	1.9%
UpTo3Years	5445	1.6%
UpTo4Years	3690	1.1%
TrialPeriod	752	0.2%
(Missing)	8639	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
morethan5years	125529	37.3%
upto5years	89646	26.7%
upto1year	62373	18.6%
retiree	21325	6.3%
other	20975	6.2%
upto2years	6504	1.9%
upto3years	5445	1.6%
upto4years	3690	1.1%
trialperiod	752	0.2%

Most occurring characters

Value	Count	Frequency (%)
e	504418	13.9%
r	462520	12.7%
a	419468	11.5%
T	293939	8.1%
o	293939	8.1%
Y	293187	8.1%
s	230814	6.4%
5	215175	5.9%
p	167658	4.6%
U	167658	4.6%
Other values (14)	585259	16.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2417483	66.5%
Uppercase Letter	923365	25.4%
Decimal Number	293187	8.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	504418	20.9%
r	462520	19.1%
a	419468	17.4%
o	293939	12.2%
s	230814	9.5%
p	167658	6.9%
h	146504	6.1%
n	125529	5.2%
t	42300	1.7%
i	22829	0.9%
Other values (2)	1504	0.1%

Uppercase Letter

Value	Count	Frequency (%)
T	293939	31.8%
Y	293187	31.8%
U	167658	18.2%
M	125529	13.6%
R	21325	2.3%
O	20975	2.3%
P	752	0.1%

Decimal Number

Value	Count	Frequency (%)
5	215175	73.4%
1	62373	21.3%
2	6504	2.2%
3	5445	1.9%
4	3690	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3340848	91.9%
Common	293187	8.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	504418	15.1%
r	462520	13.8%
a	419468	12.6%
T	293939	8.8%
o	293939	8.8%
Y	293187	8.8%
s	230814	6.9%
p	167658	5.0%
U	167658	5.0%
h	146504	4.4%
Other values (9)	360743	10.8%

Common

Value	Count	Frequency (%)
5	215175	73.4%
1	62373	21.3%
2	6504	2.2%
3	5445	1.9%
4	3690	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3634035	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	504418	13.9%
r	462520	12.7%
a	419468	11.5%
T	293939	8.1%
o	293939	8.1%
Y	293187	8.1%
s	230814	6.4%
5	215175	5.9%
p	167658	4.6%
U	167658	4.6%
Other values (14)	585259	16.1%

OccupationArea
Real number (ℝ)

HIGH CORRELATION

Distinct	21
Distinct (%)	< 0.1%
Missing	91
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-0.071299092

Minimum	-1
Maximum	19
Zeros	11
Zeros (%)	< 0.1%
Negative	308341
Negative (%)	89.4%
Memory size	2.6 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	7
Maximum	19
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.2612322
Coefficient of variation (CV)	-45.740165
Kurtosis	15.5485
Mean	-0.071299092
Median Absolute Deviation (MAD)	0
Skewness	3.9523966
Sum	-24583
Variance	10.635636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
-1	308341	89.4%
1	8421	2.4%
7	3587	1.0%
6	3312	1.0%
3	3198	0.9%
8	2462	0.7%
17	2424	0.7%
9	2262	0.7%
10	1933	0.6%
15	1684	0.5%
Other values (11)	7163	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	308341	89.4%
0	11	< 0.1%
1	8421	2.4%
2	122	< 0.1%
3	3198	0.9%
4	587	0.2%
5	362	0.1%
6	3312	1.0%
7	3587	1.0%
8	2462	0.7%

Value	Count	Frequency (%)
19	1000	0.3%
18	619	0.2%
17	2424	0.7%
16	1430	0.4%
15	1684	0.5%
14	843	0.2%
13	564	0.2%
12	477	0.1%
11	1148	0.3%
10	1933	0.6%

HomeOwnershipType
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	1657
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	3.1939771

Minimum	-1
Maximum	10
Zeros	186
Zeros (%)	0.1%
Negative	3
Negative (%)	< 0.1%
Memory size	2.6 MiB

Quantile statistics

Minimum	-1
5-th percentile	1
Q1	1
median	3
Q3	3
95-th percentile	10
Maximum	10
Range	11
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.8107968
Coefficient of variation (CV)	0.88003036
Kurtosis	0.71480621
Mean	3.1939771
Median Absolute Deviation (MAD)	2
Skewness	1.4201177
Sum	1096240
Variance	7.9005786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	128989	37.4%
3	105505	30.6%
2	40206	11.7%
10	28122	8.2%
8	27122	7.9%
4	4600	1.3%
7	3346	1.0%
5	2778	0.8%
6	1619	0.5%
9	745	0.2%
Other values (2)	189	0.1%
(Missing)	1657	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	3	< 0.1%
0	186	0.1%
1	128989	37.4%
2	40206	11.7%
3	105505	30.6%
4	4600	1.3%
5	2778	0.8%
6	1619	0.5%
7	3346	1.0%
8	27122	7.9%

Value	Count	Frequency (%)
10	28122	8.2%
9	745	0.2%
8	27122	7.9%
7	3346	1.0%
6	1619	0.5%
5	2778	0.8%
4	4600	1.3%
3	105505	30.6%
2	40206	11.7%
1	128989	37.4%

IncomeTotal
Real number (ℝ)

SKEWED

Distinct	6784
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2117.087

Minimum	0
Maximum	1012019
Zeros	265
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	580
Q1	1000
median	1532.21
Q3	2300
95-th percentile	3850
Maximum	1012019
Range	1012019
Interquartile range (IQR)	1300

Descriptive statistics

Standard deviation	10098.919
Coefficient of variation (CV)	4.7701957
Kurtosis	4686.4399
Mean	2117.087
Median Absolute Deviation (MAD)	592.21
Skewness	63.913258
Sum	7.3013671 × 10⁸
Variance	1.0198817 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1200	15161	4.4%
2000	13373	3.9%
1000	13262	3.8%
1500	12978	3.8%
2500	11287	3.3%
1300	9329	2.7%
1800	8890	2.6%
1100	8744	2.5%
2200	8180	2.4%
3000	8168	2.4%
Other values (6774)	235506	68.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	265	0.1%
0.1	4	< 0.1%
0.12	9	< 0.1%
0.13	2	< 0.1%
0.14	2	< 0.1%
0.15	2	< 0.1%
0.16	2	< 0.1%
0.17	7	< 0.1%
0.18	2	< 0.1%
0.2	5	< 0.1%

Value	Count	Frequency (%)
1012019	2	< 0.1%
950600	1	< 0.1%
900555	1	< 0.1%
900000	1	< 0.1%
850950	1	< 0.1%
800900	15	< 0.1%
800850	1	< 0.1%
750800	1	< 0.1%
720600	1	< 0.1%
700800	6	< 0.1%

ExistingLiabilities
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5657508

Minimum	0
Maximum	40
Zeros	71958
Zeros (%)	20.9%
Negative	0
Negative (%)	0.0%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	40
Range	40
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.8590634
Coefficient of variation (CV)	1.1143184
Kurtosis	8.6029431
Mean	2.5657508
Median Absolute Deviation (MAD)	1
Skewness	2.305099
Sum	884871
Variance	8.1742434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
1	86392	25.1%
0	71958	20.9%
2	58792	17.0%
3	40419	11.7%
4	27122	7.9%
5	18247	5.3%
6	12367	3.6%
7	8444	2.4%
8	5853	1.7%
9	4178	1.2%
Other values (29)	11106	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	71958	20.9%
1	86392	25.1%
2	58792	17.0%
3	40419	11.7%
4	27122	7.9%
5	18247	5.3%
6	12367	3.6%
7	8444	2.4%
8	5853	1.7%
9	4178	1.2%

Value	Count	Frequency (%)
40	1	< 0.1%
39	2	< 0.1%
36	2	< 0.1%
35	1	< 0.1%
34	1	< 0.1%
33	3	< 0.1%
32	7	< 0.1%
31	10	< 0.1%
30	8	< 0.1%
29	8	< 0.1%

LiabilitiesTotal
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	81277
Distinct (%)	23.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	409.3809

Minimum	0
Maximum	12400000
Zeros	74797
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	43.1025
median	237.85
Q3	500
95-th percentile	1200
Maximum	12400000
Range	12400000
Interquartile range (IQR)	456.8975

Descriptive statistics

Standard deviation	21156.541
Coefficient of variation (CV)	51.679355
Kurtosis	342129.6
Mean	409.3809
Median Absolute Deviation (MAD)	220.15
Skewness	583.78062
Sum	1.4118647 × 10⁸
Variance	4.4759923 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	74797	21.7%
250	2878	0.8%
200	2712	0.8%
300	2666	0.8%
100	2450	0.7%
350	2178	0.6%
500	2059	0.6%
400	1968	0.6%
150	1937	0.6%
600	1395	0.4%
Other values (81267)	249838	72.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	74797	21.7%
0.01	1	< 0.1%
0.1	1	< 0.1%
0.2	1	< 0.1%
0.3	2	< 0.1%
0.42	1	< 0.1%
0.5	1	< 0.1%
0.51	1	< 0.1%
0.52	1	< 0.1%
0.55	1	< 0.1%

Value	Count	Frequency (%)
12400000	1	< 0.1%
250151.29	1	< 0.1%
250125.81	1	< 0.1%
250100	1	< 0.1%
229000	1	< 0.1%
220116.23	1	< 0.1%
220000	1	< 0.1%
172510	1	< 0.1%
145041.53	1	< 0.1%
145021.15	1	< 0.1%

NoOfPreviousLoansBeforeLoan
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	75
Distinct (%)	< 0.1%
Missing	12
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.7346912

Minimum	0
Maximum	74
Zeros	152481
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	7
Maximum	74
Range	74
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.7594303
Coefficient of variation (CV)	1.5907329
Kurtosis	31.438523
Mean	1.7346912
Median Absolute Deviation (MAD)	1
Skewness	3.6633355
Sum	598236
Variance	7.6144558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	152481	44.2%
1	70891	20.6%
2	41259	12.0%
3	25274	7.3%
4	16223	4.7%
5	10931	3.2%
6	7532	2.2%
7	5314	1.5%
8	3801	1.1%
9	2790	0.8%
Other values (65)	8370	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	152481	44.2%
1	70891	20.6%
2	41259	12.0%
3	25274	7.3%
4	16223	4.7%
5	10931	3.2%
6	7532	2.2%
7	5314	1.5%
8	3801	1.1%
9	2790	0.8%

Value	Count	Frequency (%)
74	1	< 0.1%
73	1	< 0.1%
72	1	< 0.1%
71	1	< 0.1%
70	1	< 0.1%
69	1	< 0.1%
68	1	< 0.1%
67	1	< 0.1%
66	1	< 0.1%
65	1	< 0.1%

AmountOfPreviousLoansBeforeLoan
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21416
Distinct (%)	6.2%
Missing	12
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3691.0335

Minimum	0
Maximum	119983
Zeros	152475
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1036
Q3	5365
95-th percentile	14445.75
Maximum	119983
Range	119983
Interquartile range (IQR)	5365

Descriptive statistics

Standard deviation	5552.4591
Coefficient of variation (CV)	1.5043102
Kurtosis	12.702169
Mean	3691.0335
Median Absolute Deviation (MAD)	1036
Skewness	2.5451427
Sum	1.272912 × 10⁹
Variance	30829802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	152475	44.2%
4150	8140	2.4%
518	4679	1.4%
531	3727	1.1%
530	3164	0.9%
8300	3043	0.9%
2125	2984	0.9%
4146	2898	0.8%
4250	2669	0.8%
2126	2498	0.7%
Other values (21406)	158589	46.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	152475	44.2%
12.7862	1	< 0.1%
25.5647	1	< 0.1%
25.5651	1	< 0.1%
31.9443	1	< 0.1%
31.9489	1	< 0.1%
31.95	1	< 0.1%
31.9521	1	< 0.1%
31.955	1	< 0.1%
31.9557	1	< 0.1%

Value	Count	Frequency (%)
119983	1	< 0.1%
116368	1	< 0.1%
108926	1	< 0.1%
101484	1	< 0.1%
101073	1	< 0.1%
90852	1	< 0.1%
90441	1	< 0.1%
88121	1	< 0.1%
87590	1	< 0.1%
84294	1	< 0.1%

PreviousRepaymentsBeforeLoan
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	100808
Distinct (%)	47.3%
Missing	131766
Missing (%)	38.2%
Infinite	0
Infinite (%)	0.0%
Mean	1170.0567

Minimum	0
Maximum	34077.42
Zeros	30663
Zeros (%)	8.9%
Negative	0
Negative (%)	0.0%
Memory size	2.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	128.24
median	492.955
Q3	1276.96
95-th percentile	4711.2835
Maximum	34077.42
Range	34077.42
Interquartile range (IQR)	1148.72

Descriptive statistics

Standard deviation	1926.1366
Coefficient of variation (CV)	1.6461908
Kurtosis	20.972193
Mean	1170.0567
Median Absolute Deviation (MAD)	431.855
Skewness	3.6682804
Sum	2.4935313 × 10⁸
Variance	3710002.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30663	8.9%
520.77	91	< 0.1%
519.39	70	< 0.1%
724.48	68	< 0.1%
520.22	57	< 0.1%
518.55	55	< 0.1%
519.94	51	< 0.1%
4153.46	46	< 0.1%
518.43	44	< 0.1%
519.11	44	< 0.1%
Other values (100798)	181923	52.7%
(Missing)	131766	38.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30663	8.9%
1.5	1	< 0.1%
1.5677	1	< 0.1%
1.69	1	< 0.1%
1.94	2	< 0.1%
2.06	1	< 0.1%
2.08	1	< 0.1%
2.27	1	< 0.1%
2.28	1	< 0.1%
2.46	1	< 0.1%

Value	Count	Frequency (%)
34077.42	1	< 0.1%
33874.18	1	< 0.1%
33558.09	1	< 0.1%
33135.66	1	< 0.1%
31098.85	1	< 0.1%
29664.89	1	< 0.1%
29535.43	1	< 0.1%
28621.95	1	< 0.1%
27921.69	1	< 0.1%
27822.14	1	< 0.1%

DefaultWithin12Months
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.9 KiB

False	284488
True	60390

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	284488	82.5%
True	60390	17.5%

Auto

Heatmap
Table

	ApplicationSignedWeekday	LanguageCode	Age	AppliedAmount	UseOfLoan	Education	MaritalStatus	EmploymentStatus	OccupationArea	HomeOwnershipType	IncomeTotal	ExistingLiabilities	LiabilitiesTotal	NoOfPreviousLoansBeforeLoan	AmountOfPreviousLoansBeforeLoan	PreviousRepaymentsBeforeLoan	NewCreditCustomer	Gender	Country	EmploymentDurationCurrentEmployer	DefaultWithin12Months
ApplicationSignedWeekday	1.000	0.009	0.003	-0.008	-0.009	-0.006	-0.009	-0.009	-0.009	-0.002	0.005	-0.008	-0.008	-0.003	-0.002	0.003	0.027	0.013	0.019	0.019	0.027
LanguageCode	0.009	1.000	0.136	0.086	-0.059	-0.051	-0.059	-0.059	-0.061	0.071	0.442	-0.187	0.013	-0.313	-0.278	-0.086	0.278	0.509	0.993	0.091	0.296
Age	0.003	0.136	1.000	0.113	-0.072	0.077	-0.072	-0.066	-0.070	-0.126	0.111	0.084	0.138	0.057	0.094	0.107	0.092	0.052	0.094	0.233	0.057
AppliedAmount	-0.008	0.086	0.113	1.000	-0.003	-0.003	-0.000	0.003	0.002	-0.010	0.172	-0.084	0.028	-0.155	-0.076	0.042	0.134	0.138	0.220	0.053	0.113
UseOfLoan	-0.009	-0.059	-0.072	-0.003	1.000	0.078	0.996	0.997	0.995	0.032	-0.139	0.231	0.315	-0.155	-0.170	-0.366	0.008	0.003	0.013	1.000	0.008
Education	-0.006	-0.051	0.077	-0.003	0.078	1.000	0.078	0.079	0.082	-0.032	0.031	0.135	0.149	0.084	0.081	0.008	0.134	0.111	0.443	0.129	0.079
MaritalStatus	-0.009	-0.059	-0.072	-0.000	0.996	0.078	1.000	0.997	0.995	0.032	-0.140	0.235	0.317	-0.157	-0.172	-0.370	0.096	0.058	0.128	0.232	0.124
EmploymentStatus	-0.009	-0.059	-0.066	0.003	0.997	0.079	0.997	1.000	0.996	0.032	-0.139	0.237	0.320	-0.156	-0.171	-0.368	0.096	0.036	0.121	0.211	0.116
OccupationArea	-0.009	-0.061	-0.070	0.002	0.995	0.082	0.995	0.996	1.000	0.032	-0.137	0.237	0.318	-0.155	-0.170	-0.364	0.075	0.066	0.113	0.161	0.093
HomeOwnershipType	-0.002	0.071	-0.126	-0.010	0.032	-0.032	0.032	0.032	0.032	1.000	0.012	-0.041	-0.049	-0.086	-0.088	-0.069	0.120	0.124	0.190	0.136	0.124
IncomeTotal	0.005	0.442	0.111	0.172	-0.139	0.031	-0.140	-0.139	-0.137	0.012	1.000	-0.033	0.190	-0.058	0.002	0.197	0.004	0.003	0.006	0.005	0.006
ExistingLiabilities	-0.008	-0.187	0.084	-0.084	0.231	0.135	0.235	0.237	0.237	-0.041	-0.033	1.000	0.792	0.524	0.496	0.062	0.277	0.035	0.083	0.063	0.029
LiabilitiesTotal	-0.008	0.013	0.138	0.028	0.315	0.149	0.317	0.320	0.318	-0.049	0.190	0.792	1.000	0.250	0.293	0.049	0.000	0.007	0.004	0.000	0.000
NoOfPreviousLoansBeforeLoan	-0.003	-0.313	0.057	-0.155	-0.155	0.084	-0.157	-0.156	-0.155	-0.086	-0.058	0.524	0.250	1.000	0.948	0.578	0.225	0.035	0.086	0.041	0.062
AmountOfPreviousLoansBeforeLoan	-0.002	-0.278	0.094	-0.076	-0.170	0.081	-0.172	-0.171	-0.170	-0.088	0.002	0.496	0.293	0.948	1.000	0.707	0.326	0.046	0.084	0.040	0.082
PreviousRepaymentsBeforeLoan	0.003	-0.086	0.107	0.042	-0.366	0.008	-0.370	-0.368	-0.364	-0.069	0.197	0.062	0.049	0.578	0.707	1.000	0.184	0.036	0.047	0.028	0.073
NewCreditCustomer	0.027	0.278	0.092	0.134	0.008	0.134	0.096	0.096	0.075	0.120	0.004	0.277	0.000	0.225	0.326	0.184	1.000	0.126	0.277	0.101	0.116
Gender	0.013	0.509	0.052	0.138	0.003	0.111	0.058	0.036	0.066	0.124	0.003	0.035	0.007	0.035	0.046	0.036	0.126	1.000	0.510	0.059	0.215
Country	0.019	0.993	0.094	0.220	0.013	0.443	0.128	0.121	0.113	0.190	0.006	0.083	0.004	0.086	0.084	0.047	0.277	0.510	1.000	0.122	0.297
EmploymentDurationCurrentEmployer	0.019	0.091	0.233	0.053	1.000	0.129	0.232	0.211	0.161	0.136	0.005	0.063	0.000	0.041	0.040	0.028	0.101	0.059	0.122	1.000	0.083
DefaultWithin12Months	0.027	0.296	0.057	0.113	0.008	0.079	0.124	0.116	0.093	0.124	0.006	0.029	0.000	0.062	0.082	0.073	0.116	0.215	0.297	0.083	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	NewCreditCustomer	ApplicationSignedWeekday	LanguageCode	Age	Gender	Country	AppliedAmount	UseOfLoan	Education	MaritalStatus	EmploymentStatus	EmploymentDurationCurrentEmployer	OccupationArea	HomeOwnershipType	IncomeTotal	ExistingLiabilities	LiabilitiesTotal	NoOfPreviousLoansBeforeLoan	AmountOfPreviousLoansBeforeLoan	PreviousRepaymentsBeforeLoan	DefaultWithin12Months
0	False	6	1	27	1.0	EE	3189.0	-1	3.0	-1.0	-1.0	UpTo5Years	-1.0	10.0	900.0	0	0.00	1.0	3402.0	1161.57	False
1	False	4	4	35	1.0	FI	4146.0	-1	5.0	-1.0	-1.0	UpTo5Years	-1.0	1.0	3100.0	0	0.00	1.0	518.0	525.21	False
2	False	4	1	53	1.0	EE	2125.0	2	4.0	2.0	6.0	MoreThan5Years	1.0	1.0	354.0	8	485.09	1.0	500.0	590.95	False
3	False	3	4	43	0.0	FI	414.0	-1	3.0	-1.0	-1.0	Other	-1.0	3.0	1200.0	0	0.00	5.0	11198.0	1176.22	False
4	False	5	1	25	0.0	EE	531.0	-1	1.0	-1.0	-1.0	UpTo5Years	-1.0	1.0	947.0	0	0.00	8.0	8609.0	931.98	False
5	False	7	1	39	1.0	EE	425.0	-1	4.0	-1.0	-1.0	MoreThan5Years	-1.0	1.0	1500.0	0	0.00	5.0	11268.0	1378.09	False
6	False	5	4	40	1.0	FI	518.0	-1	5.0	-1.0	-1.0	MoreThan5Years	-1.0	1.0	4800.0	0	0.00	10.0	19283.0	2141.75	False
7	False	5	1	50	1.0	EE	3000.0	3	5.0	2.0	5.0	MoreThan5Years	7.0	1.0	900.0	4	736.45	1.0	1800.0	445.26	True
8	False	3	4	50	0.0	FI	518.0	-1	5.0	-1.0	-1.0	Other	-1.0	3.0	1275.0	0	0.00	7.0	5076.0	194.69	False
9	True	3	1	44	0.0	EE	10630.0	3	4.0	4.0	5.0	UpTo3Years	8.0	8.0	1200.0	7	905.00	0.0	0.0	0.00	False

	NewCreditCustomer	ApplicationSignedWeekday	LanguageCode	Age	Gender	Country	AppliedAmount	UseOfLoan	Education	MaritalStatus	EmploymentStatus	EmploymentDurationCurrentEmployer	OccupationArea	HomeOwnershipType	IncomeTotal	ExistingLiabilities	LiabilitiesTotal	NoOfPreviousLoansBeforeLoan	AmountOfPreviousLoansBeforeLoan	PreviousRepaymentsBeforeLoan	DefaultWithin12Months
344868	False	2	1	64	0.0	EE	1300.0	6	4.0	1.0	4.0	MoreThan5Years	19.0	1.0	867.0	8	804.2	4.0	8000.0	4462.13	False
344869	False	5	1	52	1.0	EE	531.0	-1	1.0	-1.0	-1.0	MoreThan5Years	-1.0	1.0	400.0	0	0.0	1.0	1594.0	1291.73	False
344870	True	1	4	37	0.0	FI	4146.0	-1	4.0	-1.0	-1.0	UpTo5Years	-1.0	3.0	2600.0	0	0.0	1.0	4146.0	NaN	False
344871	False	1	1	34	0.0	EE	850.0	-1	3.0	-1.0	-1.0	MoreThan5Years	-1.0	1.0	1700.0	0	0.0	6.0	14457.0	6187.04	False
344872	False	6	3	38	1.0	EE	531.0	-1	4.0	-1.0	-1.0	MoreThan5Years	-1.0	1.0	900.0	0	0.0	5.0	6373.0	592.95	False
344873	False	6	3	56	1.0	EE	318.0	-1	4.0	-1.0	-1.0	Other	-1.0	1.0	500.0	0	0.0	5.0	10630.0	190.65	False
344874	False	2	3	61	0.0	EE	4253.0	-1	5.0	-1.0	-1.0	Retiree	-1.0	1.0	550.0	0	0.0	9.0	11159.0	2436.35	False
344875	False	2	3	24	1.0	EE	531.0	-1	1.0	-1.0	-1.0	UpTo5Years	-1.0	1.0	800.0	0	0.0	6.0	3825.0	112.06	False
344876	False	2	4	44	1.0	FI	518.0	-1	3.0	-1.0	-1.0	UpTo5Years	-1.0	3.0	1300.0	0	0.0	5.0	6222.0	972.44	False
344877	False	4	1	49	1.0	EE	425.0	-1	5.0	-1.0	-1.0	MoreThan5Years	-1.0	1.0	1600.0	0	0.0	10.0	12009.0	1045.86	False

Most frequently occurring

	NewCreditCustomer	ApplicationSignedWeekday	LanguageCode	Age	Gender	Country	AppliedAmount	UseOfLoan	Education	MaritalStatus	EmploymentStatus	EmploymentDurationCurrentEmployer	OccupationArea	HomeOwnershipType	IncomeTotal	PreviousRepaymentsBeforeLoan	DefaultWithin12Months	# duplicates
58	True	4	1	19	1.0	EE	531.0	-1	1.0	-1.0	-1.0	UpTo1Year	-1.0	3.0	800.0	NaN	False	3
89	True	5	6	30	0.0	ES	530.0	-1	4.0	-1.0	-1.0	MoreThan5Years	-1.0	10.0	1100.0	0.0	True	3
0	True	1	1	19	1.0	EE	531.0	-1	1.0	-1.0	-1.0	Other	-1.0	2.0	400.0	NaN	False	2
1	True	1	4	31	0.0	FI	518.0	-1	3.0	-1.0	-1.0	UpTo5Years	-1.0	3.0	2200.0	NaN	False	2
2	True	1	4	32	1.0	FI	518.0	-1	3.0	-1.0	-1.0	UpTo1Year	-1.0	3.0	2000.0	NaN	False	2
3	True	1	4	33	1.0	FI	518.0	-1	3.0	-1.0	-1.0	UpTo5Years	-1.0	3.0	2100.0	NaN	False	2
4	True	2	1	20	0.0	EE	530.0	-1	4.0	-1.0	-1.0	UpTo1Year	-1.0	2.0	1000.0	NaN	False	2
5	True	2	1	20	0.0	EE	530.0	-1	4.0	-1.0	-1.0	UpTo5Years	-1.0	2.0	800.0	NaN	False	2
6	True	2	2	31	0.0	EE	2126.0	-1	5.0	-1.0	-1.0	UpTo5Years	-1.0	3.0	1000.0	NaN	False	2
7	True	2	3	18	0.0	EE	531.0	-1	1.0	-1.0	-1.0	UpTo1Year	-1.0	2.0	800.0	NaN	False	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring